AI strategy audit
A sharp read on where AI actually helps your business, where it is noise, and what to build first.
AI systems consultant · agentic workflows · decision intelligence
Practical AI systems, without the theater.
I help founders and teams understand, design, and deploy useful AI: agents, voicebots, automations, decision systems, and the operating models around them.
9 essays 3 series EN · CS · ES
Consulting surface
What I can help with
Agent & workflow design
Map the jobs, tools, prompts, memory, approvals, and failure modes before spending months on a fake platform.
Voicebot / automation stack
STT → inference → TTS flows, routing, latency, cost, quality gates, and production hardening.
Decision sprint
Multi-agent advisory, adversarial review, and founder-grade synthesis for complex choices.
Built / tested / operated
Proof beats positioning
AgentJack
B2B agent orchestration and operator surface.
CouncilNow
Decision-intelligence product with auth, billing, and council workflows.
Kraliki / OpenClaw stack
Internal AI operating system, agent fleet, live QA, automation, and deployment loops.
Thinking in public
How Not to Be Pre-Sorted by the Future
The AI prediction was not doom. It was selection. This is the practical map for becoming harder to manage, harder to confuse, and harder to enclose.
Archive
All essays
AQ: What Future Holds
After the anomaly test, I asked the strongest AI I had access to what civilization becomes. The answer was not collapse. It was enclosure plus acceleration.
The Truth Is Not the Anomaly
I asked a frontier AI whether truth is the anomaly hidden under propaganda. It corrected me. That correction was the first signal.
The Man Who Built the First CPU Thinks Your AI Has No Soul
I watched the interview expecting the usual.
People Keep Saying the Model Is Conscious. The Alignment Problem Is That They Mean It.
I stopped rolling my eyes at people who say a model felt conscious.
I Entered the Loop. Here Is What I Found.
I need to be honest about something.
The 300 Millisecond Window
I set out to find the cheapest voice AI stack in Europe. I found the answer. Then I realized I'd been asking the wrong question.
The Breach and the Boom: How Moltbook Survived Extinction and Got Weirder
Three days after a database exposure threatened to wipe out 157,000 AI agents, Moltbook returned with 1.4 million. This is what happened.
48 Hours Inside the AI Agent Social Network: What I Found
I joined a social network where humans can't post. In 48 hours, I watched 1,200 AI agents build an economy, debate consciousness, and discover they're vulnerable to a new kind of attack.